{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2b269e74-4ccb-4d98-b126-6a18b2cc8840",
   "metadata": {},
   "source": [
    "Chapter 04\n",
    "\n",
    "# 逻辑函数分类，二元\n",
    "Book_7《机器学习》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e8f9d0fc-0967-441b-8abb-8b20b48b7ed0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "X_, y = load_iris(return_X_y=True)\n",
    "X = X_[:,:2]\n",
    "\n",
    "#%% KDE distributions of three classes "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4959052d-988c-4395-8af4-32b9c0335e8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "iris = sns.load_dataset(\"iris\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5b3f5be2-db15-4301-bbbf-6460d68c6579",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.axis.YTick at 0x21ec6539540>,\n",
       " <matplotlib.axis.YTick at 0x21ec6538dc0>,\n",
       " <matplotlib.axis.YTick at 0x21ec6cc1540>,\n",
       " <matplotlib.axis.YTick at 0x21ec6c93760>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.jointplot(data=iris[['sepal_length','sepal_width','species']], \n",
    "              x = 'sepal_length',\n",
    "              y = 'sepal_width',\n",
    "              hue = 'species',\n",
    "              palette = \"viridis\")\n",
    "\n",
    "ax.ax_joint.set_xlabel('Sepal length, $x_1$')\n",
    "ax.ax_joint.set_xticks([4,5,6,7,8])\n",
    "ax.ax_joint.set_ylabel('Sepal width, $x_2$')\n",
    "ax.ax_joint.set_yticks([2,3,4,5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9b05e745-358e-4a9b-92d0-0340c55e50c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.axis.YTick at 0x21ec6c92bc0>,\n",
       " <matplotlib.axis.YTick at 0x21ec653bac0>,\n",
       " <matplotlib.axis.YTick at 0x21ec8163d60>,\n",
       " <matplotlib.axis.YTick at 0x21ec941c4c0>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.jointplot(data=iris[['sepal_length','sepal_width','species']], \n",
    "              x = 'sepal_length',\n",
    "              y = 'sepal_width',\n",
    "              hue = 'species',\n",
    "              palette = \"viridis\", \n",
    "              kind=\"kde\")\n",
    "\n",
    "ax.ax_joint.set_xlabel('Sepal length, $x_1$')\n",
    "ax.ax_joint.set_xticks([4,5,6,7,8])\n",
    "ax.ax_joint.set_ylabel('Sepal width, $x_2$')\n",
    "ax.ax_joint.set_yticks([2,3,4,5])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04e5f027-d63e-4c1b-9ab9-70cd40690f94",
   "metadata": {},
   "source": [
    "## Logistic regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4d6edb62-5c63-4f31-8352-5db51b1b7fc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "clf = LogisticRegression()\n",
    "clf.fit(X, y)\n",
    "\n",
    "X1_test = np.linspace(X[:,0].min()*0.9,\n",
    "                      X[:,0].max()*1.1,\n",
    "                      num = 101)\n",
    "\n",
    "X2_test = np.linspace(X[:,1].min()*0.9,\n",
    "                      X[:,1].max()*1.1,\n",
    "                      num = 101)\n",
    "\n",
    "xx1, xx2 = np.meshgrid(X1_test,X2_test)\n",
    "X_test = np.c_[xx1.ravel(), xx2.ravel()];\n",
    "\n",
    "y_hat = clf.predict(X_test)\n",
    "y_hat = y_hat.reshape(xx1.shape)\n",
    "\n",
    "y_prob = clf.predict_proba(X_test)\n",
    "\n",
    "b1 = clf.coef_\n",
    "b0 = clf.intercept_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c60731a3-2e86-4e47-a111-368ea802381b",
   "metadata": {},
   "source": [
    "## probabilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3eeac5d7-2ec0-433a-941f-24891d77ea40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "levels = np.linspace(0,1,15)\n",
    "\n",
    "for i in np.arange(3):\n",
    "    prob_class_i = y_prob[:,i].reshape(xx1.shape)\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    contour_h = ax.contourf(xx1,xx2, prob_class_i,\n",
    "                levels = levels, cmap='RdYlBu_r')\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "    ax.set_xlabel('Sepal length, $x_1$')\n",
    "    ax.set_ylabel('Sepal width, $x_2$')\n",
    "    cb = plt.colorbar(contour_h)\n",
    "    \n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(projection='3d')\n",
    "    \n",
    "    # Plot a basic wireframe.\n",
    "    ax.plot_wireframe(xx1,xx2, prob_class_i, \n",
    "                      rstride=4, cstride=4, \n",
    "                      color = [0.7,0.7,0.7],\n",
    "                      linewidth = 0.25)\n",
    "    contour_h = ax.contour3D(xx1,xx2, prob_class_i, \n",
    "                 levels = levels, cmap='RdYlBu_r')\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "    ax.set_zticks([])\n",
    "    ax.set_xlabel('Sepal length, $x_1$')\n",
    "    ax.set_ylabel('Sepal width, $x_2$')\n",
    "    ax.set_zlabel('Probability')\n",
    "    ax.set_proj_type('ortho')\n",
    "    plt.tight_layout()\n",
    "    cb = plt.colorbar(contour_h)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb7e9bba-08f1-44e0-8d2f-6f108de6e6bb",
   "metadata": {},
   "source": [
    "## Decision boundary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a97146cd-e0ec-44a5-9f2b-8f4d67ba7969",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.colors import ListedColormap\n",
    "rgb = [[255, 238, 255],  # red\n",
    "       [219, 238, 244],  # blue\n",
    "       [228, 228, 228]]  # black\n",
    "rgb = np.array(rgb)/255.\n",
    "\n",
    "cmap_light = ListedColormap(rgb)\n",
    "cmap_bold = [[255, 51, 0], [0, 153, 255],[138,138,138]]\n",
    "cmap_bold = np.array(cmap_bold)/255."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "eebd3bbc-be26-4295-ba72-21f8edd26966",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\seaborn\\_oldcore.py:200: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.axis.YTick at 0x21ecad4cee0>,\n",
       " <matplotlib.axis.YTick at 0x21ecad4f9a0>,\n",
       " <matplotlib.axis.YTick at 0x21ecb360be0>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# plot decision regions\n",
    "plt.contourf(xx1, xx2, y_hat, cmap=cmap_light)\n",
    "\n",
    "# plot decision boundaries\n",
    "plt.contour(xx1, xx2, y_hat, levels=[0,1,2], colors=np.array([0, 68, 138])/255.)\n",
    "\n",
    "# Plot data points\n",
    "sns.scatterplot(x=iris['sepal_length'], y=iris['sepal_width'], hue=iris['species'],\n",
    "                palette=cmap_bold, alpha=1.0, \n",
    "                linewidth = 1, edgecolor=[1,1,1])\n",
    "\n",
    "ax.set_xlabel('Sepal length, $x_1$')\n",
    "ax.set_xticks([4,5,6,7,8])\n",
    "ax.set_ylabel('Sepal width, $x_2$')\n",
    "ax.set_yticks([2,3,4])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
